{"id":"W1969070712","doi":"10.2147/opth.s79032","title":"Ophthalmology on social networking sites: an observational study of Facebook, Twitter, and LinkedIn","year":2015,"lang":"en","type":"article","venue":"Clinical ophthalmology","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Social media; Popularity; Medicine; Ophthalmology; Observational study; Psychology; World Wide Web; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001928123,0.0003117801,0.0006740305,0.002114395,0.00155188,0.002056923,0.000640823,0.001171715,0.003412323],"category_scores_gemma":[0.01077232,0.0005485268,0.0007045533,0.003845427,0.000578664,0.003584129,0.001889779,0.001760094,0.0008085372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006454035,"about_ca_system_score_gemma":0.0008510006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006759566,"about_ca_topic_score_gemma":0.008040152,"domain_scores_codex":[0.997368,0.000851349,0.0003951246,0.0003438287,0.0006046091,0.0004371495],"domain_scores_gemma":[0.9857001,0.003572773,0.007435772,0.0005089436,0.0008486744,0.001933778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007296045,0.0001545787,0.9967056,0.00006655668,0.00004481702,0.00009804503,0.001016892,0.000007743196,0.00003759226,0.00003274596,0.0004006181,0.001361798],"study_design_scores_gemma":[0.00002155257,0.0003022572,0.9870522,0.0001569638,0.00007604221,0.000613142,0.009858601,0.0001856852,0.00004261901,0.00008807803,0.00158013,0.00002270282],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970567,0.0005999396,0.00006247959,0.0001703059,0.00001577962,0.00006258729,0.000933826,0.000004262126,0.001094147],"genre_scores_gemma":[0.9981741,0.0004633428,0.0001239379,0.0001635292,0.00003668709,0.00008458395,0.000645153,0.000007079358,0.0003016648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006759566,"threshold_uncertainty_score":0.01344043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8996445007734089,"score_gpt":0.626578667944503,"score_spread":0.2730658328289058,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}